Surface Geology Mapping on EarthScape Cross-Domain
59.8Macro-F1SGMap-Net
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| SGMap-NetBackbone=ResNeXt, Modality=EPms+Sms+SDSms, Fusion=Stacking2025.03 | 59.8 | 5.9 | 80.6 | 7.6 | |
| SGMap-NetBackbone=ResNeXt, Modality=Sms, Fusion=Stacking2025.03 | 59.4 | 4.3 | 80.4 | 6.1 | |
| SGMap-NetBackbone=ResNeXt, Modality=S1.5, Fusion=-2025.03 | 57.5 | 7 | 80.8 | 6.8 | |
| SGMap-NetBackbone=ViT, Modality=EPms+Sms+SDSms, Fusion=Stacking2025.03 | 56.9 | 5.3 | 77.4 | 8.6 | |
| SGMap-NetBackbone=ViT, Modality=S1.5, Fusion=-2025.03 | 55.2 | 9.3 | 76.2 | 9.3 | |
| SGMap-NetBackbone=ViT, Modality=EPms+Sms+SDSms, Fusion=Attention2025.03 | 53.8 | 2.9 | 67.8 | 9.8 | |
| SGMap-NetBackbone=ViT, Modality=Sms, Fusion=Stacking2025.03 | 53.3 | 6.1 | 70.5 | 9.3 | |
| DOFAModality=RGB+NIR, Fusion=-2025.03 | 53.3 | 6.4 | 62.3 | 2.9 | |
| SGMap-NetBackbone=ResNeXt, Modality=EPms+Sms+SDSms, Fusion=Attention2025.03 | 53.2 | 2.9 | 70.7 | -3 | |
| SGMap-NetBackbone=ResNeXt, Modality=DEM, Fusion=-2025.03 | 52.7 | 10.5 | 73 | 15.3 | |
| SGMap-NetBackbone=ViT, Modality=Sms, Fusion=Attention2025.03 | 51.9 | 3.8 | 59.4 | 2.1 | |
| SGMap-NetBackbone=ViT, Modality=DEM, Fusion=-2025.03 | 51.2 | 23.7 | 62 | 23.7 | |
| SGMap-NetBackbone=ViT, Modality=EP51, Fusion=-2025.03 | 48.9 | 7.8 | 75.7 | 7.8 | |
| SatMAE++Modality=RGB+DEM+EPms+Sms+SDSms, Fusion=-2025.03 | 45.4 | 20.2 | 76.2 | 14.2 | |
| SatMAEModality=RGB+DEM+EPms+Sms+SDSms, Fusion=-2025.03 | 42.7 | 18.7 | 73.5 | 12.9 | |
| SGMap-NetBackbone=ResNeXt, Modality=Sms, Fusion=Attention2025.03 | 42.6 | 6.8 | 50 | 0 | |
| SGMap-NetBackbone=ResNeXt, Modality=RGB, Fusion=-2025.03 | 39.4 | 20.5 | 55.7 | 25.8 | |
| SGMap-NetBackbone=ResNeXt, Modality=EP51, Fusion=-2025.03 | 38 | 27.1 | 66.3 | 21.3 | |
| SGMap-NetBackbone=ViT, Modality=RGB, Fusion=-2025.03 | 33.2 | 26.7 | 52.6 | 26.7 | |
| Panopticon-FMModality=RGB+NIR, Fusion=-2025.03 | 31.3 | 25.7 | 53.3 | 10.2 |